{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is an example notebook for the [`prettyplotlib`](http://github.com/olgabot/prettyplotlib) plotting library. It is still under construction, so any feedback is welcome!\n",
      "\n",
      "* Contact: obotvinn@ucsd.edu\n",
      "* Author: Olga Botvinnik\n",
      "\n",
      "New syntax: Don't need to supply `ax` everywhere!\n",
      "\n",
      "For those of you using `ppl.remove_chartjunk`, your code is now broken. Get it now via `from prettyplotlib.utils import remove_chartjunk`"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Scatter"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    x = np.random.normal(loc=i, size=1000)\n",
      "    y = np.random.normal(loc=i, size=1000)\n",
      "    ax = ppl.scatter(x, y, label=str(i))\n",
      "    \n",
      "ppl.legend(ax)\n",
      "ax.set_title('prettyplotlib `scatter`')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "<matplotlib.text.Text at 0x10adc2b90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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M3/jGN/I3f/M3APzN3/wN119//bZNKiUl5fkhl8sleelRFLG8vEyr1eLhhx9OFmvPFd/3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\n1Ga+sUElkyNjmDS8LqNAa3OdyO0xUh143c2xf51pGLxz3zE8z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Vq3fkMx7dSip1eL6fOf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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a965cd0>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Plot"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%load_ext autoreload\n",
      "%autoreload 2"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "The autoreload extension is already loaded. To reload it, use:\n",
        "  %reload_ext autoreload\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    # For now, you need to specify both x and y :(\n",
      "    # Still figuring out how to specify just one\n",
      "    ppl.plot(x, y, label=str(i), linewidth=0.75)\n",
      "    \n",
      "ppl.legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<matplotlib.legend.Legend at 0x107a0b090>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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F0Nvby5YtW7KBW6HWzYRaNw1q073pt4jJCJbC6SR8zQSDQXp6erBYLMyZMwdd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\ns9VDaqgd7/Q7ENFQNb0yxVH5YQyu6WRSI6E7QQCjX++fUEJ65U6qGQq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AYDBhL2xg8OBz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\nnCINgEQikYxT/j+mGPBTm6KrkwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107a0b0d0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## `fill_between`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y1 = np.random.normal(size=1000).cumsum()\n",
      "    y2 = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "\n",
      "    ppl.fill_between(x, y1, y2, label=str(i))\n",
      "    \n",
      "ppl.legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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y3YHrhg1gB3Nv4AZa4dr839lEH7Isk4jNLHv+2MgAtdo4ajlNJqLnKjd9GJ7v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TAAAg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\nC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iQSiSRnzCsAcw3oAI8++iivv/46AA8//DBf/epXAfD7/XR2dk6d19XVNWUeuhKn08lT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\nRwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1079d8850>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## `fill_betweenx`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "\n",
      "# Set the random seed for consistency\n",
      "np.random.seed(12)\n",
      "\n",
      "# Show the whole color range\n",
      "for i in range(8):\n",
      "    y1 = np.random.normal(size=1000).cumsum()\n",
      "    y2 = np.random.normal(size=1000).cumsum()\n",
      "    x = np.arange(1000)\n",
      "    ppl.fill_betweenx(x, y1, y2, label=str(i))\n",
      "    \n",
      "ppl.legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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t/sKEMN/z8bo9sBxwXBRAudK0XZXWf3dXGvRZEkfG9931hdO2m0ajzuTkq2QM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M2atuhef+DCBIk/cM3yhc+EVWG0kidnVyk6Fk4qQqjprUlQCEHk5VdJFYuEylXSrsUtaYPeeAjl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\nuM78/yxpY2YaoswtAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x107a09c50>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## `pcolormesh`\n",
      "\n",
      "Save the `fig` object that's returned because otherwise you see two of the same plot."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "from prettyplotlib import brewer2mpl\n",
      "import numpy as np\n",
      "import string\n",
      "\n",
      "green_purple = brewer2mpl.get_map('PRGn', 'diverging', 11).mpl_colormap\n",
      "\n",
      "np.random.seed(10)\n",
      "\n",
      "fig = ppl.pcolormesh(np.random.randn(10,10), \n",
      "               xticklabels=string.uppercase[:10], \n",
      "               yticklabels=string.lowercase[-10:],\n",
      "               cmap=green_purple)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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EYcOGwc/PD0eOHEF0dLTL49y+fRt6vR537tzBpUuXsHfvXpfH+N7JkycxZswY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\nViFk0sh8AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10addc8d0>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "### `pcolormesh`: recenter the \"0\" value via `center_value`\n",
      "\n",
      "    fig = ppl.pcolormesh(np.random.randn(10,10), \n",
      "                   xticklabels=string.uppercase[:10], \n",
      "                   yticklabels=string.lowercase[-10:],\n",
      "                   cmap=green_purple,\n",
      "                   center_value=2)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "from prettyplotlib import brewer2mpl\n",
      "import numpy as np\n",
      "import string\n",
      "\n",
      "green_purple = brewer2mpl.get_map('PRGn', 'diverging', 11).mpl_colormap\n",
      "\n",
      "np.random.seed(10)\n",
      "\n",
      "fig = ppl.pcolormesh(np.random.randn(10,10), \n",
      "               xticklabels=string.uppercase[:10], \n",
      "               yticklabels=string.lowercase[-10:],\n",
      "               cmap=green_purple,\n",
      "               center_value=2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAVQAAAD7CAYAAAA1r2w6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nOppzdYIAAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b40e350>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `hist`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import matplotlib.pyplot as plt\n",
      "import numpy as np\n",
      "\n",
      "np.random.seed(12)\n",
      "\n",
      "# 'y' for the 'y' axis. Could also add a grid over the 'x' axis.\n",
      "ppl.hist(np.random.randn(1000), grid='y')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10b71b050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b48da50>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `bar`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import numpy as np\n",
      "import string\n",
      "\n",
      "np.random.seed(14)\n",
      "n = 10\n",
      "ppl.bar(np.arange(n), np.abs(np.random.randn(n)), annotate=True, grid='y')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "<Container object of 10 artists>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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lS5ZAr9djzpw5WL58eas2ixYtQnZ2NhwcHPD5558jODjYLMWSefHDjej+12F3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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b6f0950>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `barh`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import numpy as np\n",
      "import string\n",
      "\n",
      "np.random.seed(14)\n",
      "n = 10\n",
      "ppl.barh(np.arange(n), np.abs(np.random.randn(n)), annotate=True, grid='y')\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 17,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10b780650>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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d46ioKPr16wecDwiOi4vj+++/bzIm2M6zK3OGwDrPbWrYrmwC1dKY8vLytvxY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\n1LBFRAxCDVtExCD+L1tBskD7tcWAAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b7834d0>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# `boxplot`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import prettyplotlib as ppl\n",
      "import matplotlib as mpl\n",
      "\n",
      "np.random.seed(10)\n",
      "\n",
      "data = np.random.randn(8, 4)\n",
      "labels = ['A', 'B', 'C', 'D']\n",
      "\n",
      "ppl.boxplot(data, xticklabels=labels)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x10b46e050>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x10b4734d0>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}